% below are the load commands for different databases
% depending on which database you would like to be processed
% just uncomment the related lines


allMyDatasets = {'adamData/albrecht','adamData/coc81','adamData/desharnais','adamData/isbsg-clientserver','adamData/isbsg-standalone','adamData/maxwell','adamData/nasa93'};

for datasetCounter = 1:7
    eval(['load ',char(allMyDatasets(datasetCounter)),'.dat;']);
    eval(['dataset = ',char(allMyDatasets(datasetCounter)),';']);
    eval(['clear ',char(allMyDatasets(datasetCounter)),';']);
    
    % train is the dataset minus the selected row
    train = dataset;
    
    % now start predictions
    % the one below -treeK- is our guy to defend
    [myTree, myRoot] = simpleGACGenerator(train);
    
    % prune high variance sub-trees and store the instances in low variance
    % sub-trees
    [cleanedSelectedInstances] = gacPruner(tree, startPoint)
       
    % save instances
    eval(['csvwrite(adamData\',char(allMyDatasets(datasetCounter)),');']);
    
end